Vector Search

MCP Server for Software Project Indexing & Semantic Search

A Model Context Protocol (MCP) server that provides tools from Vectara

Semantic code indexing and memory for AI coding agents

Enterprise Codebase Context Builder, AST Signatures Analyzer, & Token Reducer for LLMs

MCP server for TrustRAG — trust-verified RAG exposed as tools for Claude Desktop, Cursor, and other MCP clients

A flexible academic paper search and analysis service for top conferences with MCP protocol support

DEPRECATED — use precis-mcp instead. Final release.

THOUGHT — Temporal Hierarchical Object Union & Graph Hybrid Toolkit. A local MCP memory server with bi-temporal graph + vector + temporal layers, a query router, and a consolidation engine.

Unified Telegram bot with MCP (Model Context Protocol) for information collection and RAG assistant

MCP-сервер для 1С: семантический поиск, CRUD через OData, обогащение объектов по EnterpriseData схеме

Verified knowledge base for AI agents — stop hallucinations with certified facts.

Local-first semantic memory for MCP agents. Recall, remember, forget, echo, drift, stats over stdio.

Spatial bidirectional persistent memory MCP server for LLMs - vector-based semantic memory as a navigable landscape

A Model Context Protocol (MCP) server for semantic search and Retrieval-Augmented Generation (RAG) over local codebases and documents.

RAG-powered MCP server for Solana runtime and SIMDs

Your Mac screenshots folder is a disaster. This fixes it — with vision, embeddings, and semantic search.

MCP server exposing the full SnapMind RAG backend capabilities as tools and resources

Local adaptive memory for AI coding agents through a five-tool MCP lifecycle.

Semantic, on-demand skill retrieval for Claude Code — replaces the native skill-listing token tax with a vector retriever over full skill descriptions.

Lightweight MCP Server for RAG-based skill retrieval